Aerosols may affect climate through the absorption and scattering of s
olar radiation and, in the case of Large dust particles, by interactin
g with thermal radiation(1-3). But whether atmospheric temperature res
ponds significantly to such forcing has not been determined; feedback
mechanisms could increase or decrease the effects of the aerosol forci
ng. Here we present an indirect measure of the tropospheric temperatur
e response by explaining the 'errors' in the NASA/Goddard model/data-a
ssimilation system. These errors, which provide information about phys
ical processes missing from the predictive model, have monthly mean pa
tterns that bear a striking similarity to observed patterns of dust ov
er the eastern tropical North Atlantic Ocean. This similarity, togethe
r with the high correlations between latitudinal location of inferred
maximum atmospheric heating rates and that of the number of dusty days
, suggests that dust aerosols are an important source of inaccuracies
in numerical weather-prediction models in this region. For the average
dust event, dust is estimated to heat the lower atmosphere (1.5-3.5 k
m altitude) by similar to 0.2 K per day. At about 30 dusty days per ye
ar, the presence of the dust leads to a regional heating rate of simil
ar to 6 K per year.